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In-Memory Analytics with Apache Arrow

In-Memory Analytics with Apache Arrow - Second Edition

By : Matthew Topol
5 (6)
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In-Memory Analytics with Apache Arrow

In-Memory Analytics with Apache Arrow

5 (6)
By: Matthew Topol

Overview of this book

Apache Arrow is an open source, columnar in-memory data format designed for efficient data processing and analytics. This book harnesses the author’s 15 years of experience to show you a standardized way to work with tabular data across various programming languages and environments, enabling high-performance data processing and exchange. This updated second edition gives you an overview of the Arrow format, highlighting its versatility and benefits through real-world use cases. It guides you through enhancing data science workflows, optimizing performance with Apache Parquet and Spark, and ensuring seamless data translation. You’ll explore data interchange and storage formats, and Arrow's relationships with Parquet, Protocol Buffers, FlatBuffers, JSON, and CSV. You’ll also discover Apache Arrow subprojects, including Flight, SQL, Database Connectivity, and nanoarrow. You’ll learn to streamline machine learning workflows, use Arrow Dataset APIs, and integrate with popular analytical data systems such as Snowflake, Dremio, and DuckDB. The latter chapters provide real-world examples and case studies of products powered by Apache Arrow, providing practical insights into its applications. By the end of this book, you’ll have all the building blocks to create efficient and powerful analytical services and utilities with Apache Arrow.
Table of Contents (18 chapters)
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1
Part 1: Overview of What Arrow is, Its Capabilities, Benefits, and Goals
5
Part 2: Interoperability with Arrow: The Power of Open Standards
12
Part 3: Real-World Examples, Use Cases, and Future Development

Arrow in the browser using JavaScript

One of the most common ways to currently deploy an application to consumers is by developing a web application. You can provide an application intended for mobile phones, tablets, or laptop/desktop browsers all in one location. When it comes to building modern interactive applications on the web, you can be sure that JavaScript and/or TypeScript are going to be involved somewhere. Now that we’ve covered some examples of services and systems utilizing Arrow, we’ll cover a couple of projects that are leveraging Arrow front and center, right in the browser.

Gaining a little perspective

Perspective is a visualization library originally developed at J.P. Morgan and then open-sourced under the Apache Open Source License 2.0 through the Fintech Open Source Foundation (FINOS). Perspective is written in C++ and compiled for both WebAssembly and Python, with JavaScript components provided to wrap around the WebAssembly module. Two main...

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